Isn't it possible that these experiments you talk about are fatally flawed? I have serious doubts that a company can run and do well designed statistical experiments when academic experts are plagued by p-hacking and other foot guns.
Isn't it possible that these experiments you talk about are fatally flawed? I have serious doubts that a company can run and do well designed statistical experiments when academic experts are plagued by p-hacking and other foot guns.
Platforms can accurately determine who engaged with an ad (basic logging on their sites), they have infrastructure to create statistically balanced ad experiments, and can also accurately determine whether a conversion happened (either through a conversion pixel or through data brokers).
Running these tests on behalf of advertising clients, or for internal research is fairly standard. If we couldn't prove statistically that our ads were working, I would have left a long time ago.
Of course, this just reinforces your point that experimentation in adtech is largely not subject to the same issues that have fueled the replication crisis in academia.
(I'm a data scientist but not in adtech.)
Sure marketing people want to protect their jobs but the odds of “advertising is entirely worthless” being this closely guarded secret kept by millions of people in the industry or being a collective delusion is pretty darn low. The reward for defectors is just too high.
> I have serious doubts that a company can run and do well designed statistical experiments when academic experts are plagued by p-hacking and other foot guns.
By "company" are you referring to individual advertisers or digital advertising platforms? Why do you doubt that either are incapable of running well-designed experiments? It's in both parties best interest to spend ad dollars as efficiently as possible.
While it's certainly possible that every one of the 100 million+ ad experiments ran over the past decade have been fatally flawed, it's highly unlikely. I guess the alternative scenario is that digital advertising is one giant hoax being kept secret by the millions of employees who work in the industry, but given how easily tech news leaks, this also seems extremely improbable.